FamilySearch and Transkribus make handwritten records searchable

FamilySearch introduced AI handwriting-recognition full-text search via FamilySearch Labs in 2024; Transkribus (READ-COOP) reports 200+ million pages deciphered. Makers' accounts only; no finding.

AI system

System

FamilySearch Full-Text Search (handwriting recognition and OCR); Transkribus (READ-COOP SCE)

Model

Not assessed

Release

Not assessed

Application developer

FamilySearch International; READ-COOP SCE

Role

Not assessed

Configuration

Not assessed

Inputs and outputs

Not assessed

Autonomy

Not assessed

Workflow

Handwriting-recognition models applied to digitized record images. Indexing of recognized text for search.

Human oversight

Not assessed

Relation to AI

Handwriting-recognition models produce the searchable text in both systems. The only cited sources are the makers' own (the Church newsroom for FamilySearch, the Transkribus site). They give capability and volume claims but no specific verified finding.

AI contribution

Handwriting-recognition models produce the searchable text in both systems. The only cited sources are the makers' own (the Church newsroom for FamilySearch, the Transkribus site). They give capability and volume claims but no specific verified finding.

Benefits

Outcome identifiers

Not assessed

Benefit

200 million pages deciphered

Category

Improved Knowledge Discovery

Status

Not assessed

Beneficiary groups

People. Organizations. Society.

Beneficiaries

Not assessed

Reach

Not assessed

Distribution and access

Not assessed

Duration

Not assessed

Expected?

Yes

Costs and harms

Not assessed

Measurement

Studies

Not assessed

Study design

Not assessed

Measurement

Not assessed

Setting and sample

Not assessed

Measures

200 million pages deciphered

Comparison

Not assessed

Results

200 million pages deciphered

Additional value from AI

Not assessed

Limitations

Not assessed

Denominators

Not assessed

Materials for replication

Not assessed

Money

Kind of value

Not assessed

Amount

Not assessed

Currency and prices

Not assessed

Period and unit

Not assessed

Realization

Not assessed

Recipients and payers

Not assessed

Gross or net

Not assessed

Included costs

Not assessed

Comparison

Not assessed

Method

Not assessed

Return and payback

Not assessed

People and places

Participants

Developer: FamilySearch International; READ-COOP SCE. Operator: FamilySearch Labs; archives and research projects using Transkribus (University of Georgia, Archion).

Jurisdictions

Benefit: Global (FamilySearch users; European and US archives). Developer: United States. Operator: United States.

Ownership and control

Not assessed

Dependencies

Not assessed

Cross-border connections

Not assessed

Geopolitical implications

Not assessed

Follow-up

Conditions for replication

Recognition accuracy adequate for names and places. Independent documentation of specific findings (absent).

Replication attempts

1 follow-up entries. Outcome unresolved: 1.

Later findings

13 January 2026. FamilySearch's year-end review for 2025 (reproduced 9 January 2026) says Full-Text Search was fully released from FamilySearch Labs in 2025 alongside 2.2 billion newly searchable names and images, and its 2026 plans (reported 13 January 2026) are to extend the handwriting-reading technology to additional languages.

Availability

Not assessed

Institutional decision

Not assessed

Grounds

Not assessed

Action and result

Not assessed

Success criterion

Not assessed

Evidence

Source numbers

AIBD-0279-source-0001–0004

Citations

Numbered references below.

Language

Not assessed

Source relationships

Developer, Independent

Original evidence

Not assessed

Access and versions

Not assessed

Supported findings

Not assessed

Evidence strength

Not assessed

Missing evidence

Not assessed

Grades

Assessed benefits

People. Organizations. Society.

Depth

Not assessed

Reasons

People: No documented individual discovery or reunion. Organizations: Project volumes are reported only by the vendors. Society: No attributable event.

Observed or intended

Not assessed

Rubric

Not assessed

Assessor and date

Not assessed

Alternative assessments

Not assessed

Fill

The makers' claim

Entry details

Kind

Not assessed

Field

Genealogy; archives. Family historians and archival researchers.

Purpose

Make handwritten historical records searchable by converting images to text with AI handwriting recognition

Dates

Date basis unassessed: 2025 (precision unassessed). Updated: 21 October 2026.

Stage

Not assessed

Version

SHA-256: e70822d2b286…

References

Other identifiers

Not assessed

Category mappings

Not assessed

Brief

Not assessed

Revisions

6 revisions. Latest: 21 October 2026.

Sources

  1. Press release Developer

    Newsroom of The Church of Jesus Christ of Latter-day Saints, 2 Jan 2025

  2. Press release Developer

    Transkribus website

  3. Other Independent author

    Seaver R (13 Jan 2026). What to Expect from FamilySearch in 2026: Emerging Technologies Will Help Fuel New Family Discoveries. Genea-Musings (reproducing FamilySearch's announcement).